Energy systems are changing rapidly. More and more, energy production is becoming decentralized, highly variable and intermittent (solar, wind), while demand is diversifying (electric vehicles). As a result, balancing supply and demand is becoming more complex, making the adjustment of demand an interesting tool. Demand response (DR) is a typical leader-follower problem: a consumer (follower) adjusts his energy consumption based on the prices (or any other incentive) set by the supplier (leader). The authors propose a versatile and modular framework to address any leader-follower problem, focusing on the handling of often overlooked informational issues. First, they introduce a model that defines the rules of the game (W-model): agents are decision-makers and nature encapsulates everything beyond their control, such as private knowledge and exogenous factors. Following the so-called Witsenhausen intrinsic model, they present an efficient way to represent – on a product set, equipped with a product -algebra – the information available to agents when making decisions. Next, they introduce Games in Product Form (W-games) by equipping each player (a group of agents) with preferences (objective function and belief) over different outcomes. Thereby, they incorporate an additional layer of information, the characteristics of the preferences linked to players, which affects the possible definitions of an equilibrium. They make this explicit in Nash and Stackelberg equilibria. Equipped with this framework, they reformulate several papers on DR, highlighting overlooked informational issues. They also provide an application based on the Thailand DR program.
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10 June 2026
Research Article|
June 05 2026
Games in product form for demand response modelling
Thomas Buchholtzer;
CERMICS, ENPC, Institut Polytechnique de Paris
, CNRS, Marne-la-Vallée, France
Corresponding author Thomas Buchholtzer Thomas.BUCHHOLTZER@eleves.enpc.fr
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Michel De Lara
Michel De Lara
CERMICS, ENPC, Institut Polytechnique de Paris
, CNRS, Marne-la-Vallée, France
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Corresponding author Thomas Buchholtzer Thomas.BUCHHOLTZER@eleves.enpc.fr
Received:
December 05 2025
Revision Received:
December 20 2025
Accepted:
January 10 2026
Online ISSN: 2332-6565
Print ISSN: 2332-6557
© 2026 Thomas Buchholtzer and Michel De Lara
2026
Thomas Buchholtzer and Michel De Lara
Licensed re-use rights only
Foundations and Trends in Electric Energy Systems (2026) 10 (4): 389–462.
Article history
Received:
December 05 2025
Revision Received:
December 20 2025
Accepted:
January 10 2026
Citation
Buchholtzer T, De Lara M (2026), "Games in product form for demand response modelling". Foundations and Trends in Electric Energy Systems, Vol. 10 No. 4 pp. 389–462, doi: https://doi.org/10.1108/FTEES-12-2025-0049
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